{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import tensorflow_probability as tfp\n",
    "tfd = tfp.distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import claude.utils as cu\n",
    "import claude.tx as ctx\n",
    "import claude.claudeflow.autoencoder as ae\n",
    "import claude.claudeflow.helper as cfh\n",
    "import claude.claudeflow.training as cft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensorflow version: 1.14.0\n",
      "Tensorflow probability version: 0.7.0\n"
     ]
    }
   ],
   "source": [
    "print('Tensorflow version:', tf.__version__)\n",
    "print('Tensorflow probability version:', tfp.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = 42\n",
    "tf.set_random_seed(seed)\n",
    "np.random.seed(seed)\n",
    "\n",
    "# Parameters\n",
    "# Channel Parameters\n",
    "chParam = cu.AttrDict()\n",
    "chParam.M = 64\n",
    "chParam.SNR_db = 15\n",
    "\n",
    "# Auto-Encoder Parameters\n",
    "aeParam = cu.AttrDict()\n",
    "aeParam.constellationDim = 2\n",
    "aeParam.constellationOrder = chParam.M\n",
    "aeParam.temperature = 1\n",
    "aeParam.nLayersEnc  = 1\n",
    "aeParam.nLayersDec  = 2\n",
    "aeParam.nHiddenEnc  = 128\n",
    "aeParam.nHiddenDec  = 128\n",
    "aeParam.activation  = tf.nn.relu\n",
    "aeParam.dtype       = tf.float32\n",
    "aeParam.cpx_dtype   = tf.complex64\n",
    "\n",
    "# Training Parameters\n",
    "trainingParam = cu.AttrDict()\n",
    "trainingParam.nBatches      = 16\n",
    "trainingParam.batchSize     = 32*chParam.M\n",
    "trainingParam.learningRate  = 0.001\n",
    "trainingParam.displayStep   = 5\n",
    "trainingParam.iterations    = 75"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TF constants\n",
    "one = tf.constant(1, aeParam.dtype)\n",
    "twoZeroCpx = tf.constant(2, aeParam.cpx_dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def p_norm(p, x, fun=lambda x: tf.square(tf.abs(x))):\n",
    "    return tf.reduce_sum(p * fun(x))\n",
    "\n",
    "def r2c(x):\n",
    "    return tf.cast(x, aeParam.cpx_dtype)\n",
    "\n",
    "def c2r(x):\n",
    "    return tf.cast(x, aeParam.dtype)\n",
    "\n",
    "@tf.custom_gradient\n",
    "def straight_through_estimator(s_bar):\n",
    "    s = tf.one_hot(tf.math.argmax(s_bar, axis=-1), chParam.M)\n",
    "    def grad(dy):\n",
    "        return dy\n",
    "    return s, grad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W1120 18:26:54.199762 140122668746560 deprecation.py:506] From /home/rasmus/.conda/envs/claudeOnline/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Call initializer instance with the dtype argument instead of passing it to the constructor\n"
     ]
    }
   ],
   "source": [
    "SNR_db = tf.placeholder(aeParam.dtype, shape=(1,1))\n",
    "\n",
    "# Sampling\n",
    "temperature = tf.constant(aeParam.temperature, aeParam.dtype)\n",
    "enc_inp = tf.constant(1, dtype=aeParam.dtype, shape=(1,1))\n",
    "s_logits = ae._encoder(enc_inp, aeParam.nHiddenEnc, aeParam.nLayersEnc, aeParam.activation, nOutput=chParam.M, name='encoder')\n",
    "g_dist = tfd.Gumbel(loc=0., scale=1.)\n",
    "g = g_dist.sample(sample_shape=[trainingParam.batchSize, chParam.M])\n",
    "s_bar = tf.nn.softmax((g + s_logits)/temperature)\n",
    "\n",
    "# straight through estimator\n",
    "s = straight_through_estimator(s_bar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# geo shaping\n",
    "enc_vec = ae._encoder(s, aeParam.nHiddenEnc, aeParam.nLayersEnc, aeParam.activation, nOutput=aeParam.constellationDim, name='encoder_geo')\n",
    "xSeed = tf.linalg.eye(aeParam.constellationOrder, dtype=s.dtype)\n",
    "constellation_vec = ae._encoder(xSeed, aeParam.nHiddenEnc, aeParam.nLayersEnc, aeParam.activation, nOutput=aeParam.constellationDim, name='encoder_geo')\n",
    "constellation = tf.expand_dims(tf.complex(constellation_vec[:, 0], constellation_vec[:, 1]), 0)\n",
    "enc = tf.expand_dims(tf.complex(enc_vec[:, 0], enc_vec[:, 1]), -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalization & Modulation\n",
    "p_s = tf.nn.softmax(s_logits)\n",
    "norm_factor = tf.rsqrt(p_norm(p_s, constellation))\n",
    "norm_constellation = r2c(norm_factor) * constellation\n",
    "x = r2c(norm_factor) * enc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# checks\n",
    "should_always_be_one = p_norm(p_s, norm_constellation)\n",
    "\n",
    "# Channel\n",
    "noise_cpx = tf.complex(tf.random_normal(shape=tf.shape(x), dtype=aeParam.dtype),\n",
    "                       tf.random_normal(shape=tf.shape(x), dtype=aeParam.dtype))\n",
    "sigma2 = one / cfh.dB2lin(SNR_db, 'dB')\n",
    "noise_snr = r2c(tf.sqrt(sigma2)) * tf.rsqrt(twoZeroCpx) * noise_cpx\n",
    "\n",
    "y = x + noise_snr\n",
    "\n",
    "# demodulator\n",
    "y_vec = cfh.complex2real(tf.squeeze(y))\n",
    "dec = ae._encoder(y_vec, aeParam.nHiddenDec, aeParam.nLayersDec, aeParam.activation, nOutput=chParam.M, name='decoder')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W1120 18:26:58.056212 140122668746560 lazy_loader.py:50] \n",
      "The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
      "For more information, please see:\n",
      "  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
      "  * https://github.com/tensorflow/addons\n",
      "  * https://github.com/tensorflow/io (for I/O related ops)\n",
      "If you depend on functionality not listed there, please file an issue.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# loss\n",
    "loss = tf.nn.softmax_cross_entropy_with_logits_v2(labels=tf.stop_gradient(s), logits=dec)\n",
    "entropy_S = -p_norm(p_s, p_s, lambda x: cfh.log2(x))\n",
    "loss_hat = loss - entropy_S\n",
    "\n",
    "gaussian_MI = cfh.gaussianMI(x, y, norm_constellation, chParam.M, dtype=aeParam.dtype)\n",
    "\n",
    "optimizer = tf.train.AdamOptimizer(learning_rate=trainingParam.learningRate).minimize(loss_hat)\n",
    "\n",
    "metricsDict = {'loss_hat': loss_hat, 'gaussian_MI_metric': gaussian_MI}\n",
    "meanMetricOpsDict, updateOps, resetOps = cft.create_mean_metrics(metricsDict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "init = tf.global_variables_initializer()\n",
    "sess = tf.Session()\n",
    "sess.run(init)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 5 - lossHat: -3.45 - gaussianMI: 4.41 - always 1: 1.0\n",
      "epoch: 10 - lossHat: -4.31 - gaussianMI: 4.6 - always 1: 1.0\n",
      "epoch: 15 - lossHat: -4.77 - gaussianMI: 4.73 - always 1: 1.0\n",
      "epoch: 20 - lossHat: -4.98 - gaussianMI: 4.79 - always 1: 1.0\n",
      "epoch: 25 - lossHat: -5.06 - gaussianMI: 4.79 - always 1: 1.0\n",
      "epoch: 30 - lossHat: -5.11 - gaussianMI: 4.82 - always 1: 1.0\n",
      "epoch: 35 - lossHat: -5.14 - gaussianMI: 4.84 - always 1: 1.0\n",
      "epoch: 40 - lossHat: -5.16 - gaussianMI: 4.86 - always 1: 1.0\n",
      "epoch: 45 - lossHat: -5.16 - gaussianMI: 4.85 - always 1: 1.0\n",
      "epoch: 50 - lossHat: -5.18 - gaussianMI: 4.86 - always 1: 1.0\n",
      "epoch: 55 - lossHat: -5.18 - gaussianMI: 4.87 - always 1: 1.0\n",
      "epoch: 60 - lossHat: -5.18 - gaussianMI: 4.87 - always 1: 1.0\n",
      "epoch: 65 - lossHat: -5.19 - gaussianMI: 4.87 - always 1: 1.0\n",
      "epoch: 70 - lossHat: -5.18 - gaussianMI: 4.87 - always 1: 1.0\n",
      "epoch: 75 - lossHat: -5.19 - gaussianMI: 4.87 - always 1: 1.0\n"
     ]
    }
   ],
   "source": [
    "np_SNR_db = chParam.SNR_db * np.ones((1,1))\n",
    "\n",
    "for epoch in range(1, trainingParam.iterations+1):\n",
    "    sess.run(resetOps)\n",
    "    for batch in range(0,trainingParam.nBatches):\n",
    "        feedDict = {SNR_db: np_SNR_db}\n",
    "        sess.run([optimizer, updateOps], feed_dict=feedDict)\n",
    "\n",
    "    [outLossHat, outGausianMI, outShouldAlwaysBeOne] = sess.run([meanMetricOpsDict['loss_hat'],\n",
    "                                                   meanMetricOpsDict['gaussian_MI_metric'],\n",
    "                                                   should_always_be_one], feed_dict=feedDict)\n",
    "\n",
    "    if epoch%trainingParam.displayStep == 0:\n",
    "        print('epoch: {} - lossHat: {:.3} - gaussianMI: {:.3} - always 1: {:.2}'.format(epoch, outLossHat, outGausianMI, outShouldAlwaysBeOne))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final MI: 4.87\n"
     ]
    }
   ],
   "source": [
    "# evaluation\n",
    "sess.run(resetOps)\n",
    "for batch in range(0, 1000):\n",
    "    sess.run(updateOps, feed_dict=feedDict)\n",
    "\n",
    "outGausianMI = sess.run(meanMetricOpsDict['gaussian_MI_metric'], feed_dict=feedDict)\n",
    "print('Final MI: {:.3}'.format(outGausianMI))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "np_x = []\n",
    "np_y = []\n",
    "for _ in range(1000):\n",
    "    temp_x, temp_y = sess.run([x, y], feed_dict=feedDict)\n",
    "    np_x.append(temp_x)\n",
    "    np_y.append(temp_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_y = np.reshape(np.stack(np_y),-1)\n",
    "all_x = np.reshape(np.stack(np_x),-1)\n",
    "\n",
    "noise = np.random.normal(0,1,size=all_x.shape)+1j*np.random.normal(0,1,size=all_x.shape) \n",
    "all_x = all_x + 0.05*noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap, xedges, yedges = np.histogram2d(np.real(all_x), np.imag(all_x), bins=500)\n",
    "extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.clf()\n",
    "plt.imshow(heatmap.T, extent=extent, origin='lower')\n",
    "plt.axis('square');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
